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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "He is a student of …" 755 comments · Page 8 of 31
Indian lawyers and law makers are behind running fraudulent immigration scams in Canada, including government agencies ,no student work permits, spousal work permits or or temp work permits should be given to Indians, most of …
Indian lawyers and law makers are behind running fraudulent immigration scams in Canada, including government agencies ,no student work permits, spousal work permits or or temp work permits should be given to Indians, most of documents provided by Indians are fake such as education certificates, work experience, income, savings, birth certificates, marriage certificates ,English test reports ,Indian government and private companies make huge income from sending Indians to Canada.
Identity Attack0.44690517
Insult0.23704576
Profanity0.021330157
Threat0.008259222
Severe Toxicity0.012054443
Moderate 0.36095104 Moderate Con 0.315 Unverified_Claim
Sep 28, 2025 9 likes IRCC Names India in Study …
Welcome to the new state of Canjabia, the Maritime provinces are now flooded with these Indian Punjabi’s, they’ve taken over most low level jobs, housing prices have skyrocketed just like you’ll see 3-4 drivers in …
Welcome to the new state of Canjabia, the Maritime provinces are now flooded with these Indian Punjabi’s, they’ve taken over most low level jobs, housing prices have skyrocketed just like you’ll see 3-4 drivers in one truck , its double in a house/apartment 8-10. Caledonia industrial park has a notorious company Safex known for hiring Punjabi drivers, among a few. How Canada hasn’t formed a Punjabi foreign military brigade is mind boggling maybe P.P needs to ask clowney in parliament 😂😂 on a serious note it’s an invasion, domination by these fake TFW 💯 came as students but have no transcripts to show they studied and graduated. Canada is F’kd . Pardon my language!!!!
Identity Attack0.27340925
Insult0.37506318
Profanity0.054938845
Threat0.009722093
Severe Toxicity0.009536743
Moderate 0.36095104 Constructive 0.562
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I don't mean to be mean, but I do realize that Indian "students" don't study, they are always late, they copy their homework, they are not committed to learn.
I don't mean to be mean, but I do realize that Indian "students" don't study, they are always late, they copy their homework, they are not committed to learn.
Identity Attack0.39677486
Insult0.2679134
Profanity0.082581155
Threat0.010239923
Severe Toxicity0.016771052
Moderate 0.36095104 Constructive 0.592 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
immigrats must be controled. most indians are illigal immigrants. mis using the human rights. there freedon must be limited. specil religes actvities. india is not one country. many countrues together become india. some stae people …
immigrats must be controled. most indians are illigal immigrants. mis using the human rights. there freedon must be limited. specil religes actvities. india is not one country. many countrues together become india. some stae people specily priminister modies peple , kujarsthis and seeiks occuping canads. they unite and not allow others the canadians work in work places. toudo cany governmet allow illigal immigrants to canada. sponsoring snd student visa must be controled or stopped. Canada paying pension for sponsred old parents. this is tax payers mony. must be limited. csnadian woked people loosing their benifits.
Identity Attack0.44690517
Insult0.2469859
Profanity0.030890211
Threat0.013528148
Severe Toxicity0.016383713
Moderate 0.36095104 Constructive 0.511
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is turning into third world country, dominated by White christian from Europe, it's now disappearing quickly. We should blame federal government of 3 parties: Liberal, Conservative and the democrat party, all these parties have …
Canada is turning into third world country, dominated by White christian from Europe, it's now disappearing quickly. We should blame federal government of 3 parties: Liberal, Conservative and the democrat party, all these parties have Indian MP's with lots of influence on immigration policy such as Fake student visa, visitor or travel visa which are the back door of illegal immigration process!
Identity Attack0.40883094
Insult0.1935001
Profanity0.023243073
Threat0.009463178
Severe Toxicity0.012435913
Moderate 0.36095104 Constructive 0.512 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is …
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is easy because if you blame Canadain govt, you will be treated like Truckers..
Identity Attack0.35948995
Insult0.3388922
Profanity0.029186781
Threat0.009463178
Severe Toxicity0.00919342
Moderate 0.36095104 Moderate Con 0.408
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in …
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in Canada what it is like trying to find a job, If your last name isn't Singh or Patel good luck to you. Why is it that The Liberal government is letting in over 50% of the immigrants from India compared to the other nations? This is how you get cultural dominance. Immigrants who came to Canada before 2015 really wanted to become Canadian. Now everyone is coming at a fast rate, no one gives a F.
Identity Attack0.36702603
Insult0.27146968
Profanity0.043165036
Threat0.010990778
Severe Toxicity0.017803956
Moderate 0.36095104 Constructive 0.527 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Welp, 1. We gave government immigration jobs to the very same greasy people who are not doing any kind of vetting. 2. Immigration "consultants" gaming the system by submitting false documentation and defrauding their own …
Welp, 1. We gave government immigration jobs to the very same greasy people who are not doing any kind of vetting. 2. Immigration "consultants" gaming the system by submitting false documentation and defrauding their own people in the process. (See Item 1) 3. Shopping mall colleges enrolling foreign students, taking their money and pumping out useless "Business Diplomas" for classes they never attended, Then they claim asylum and or turn to crime all the while mooching off food banks. (See items 1 & 2) 4. Foreign investors buying Tim Hortons, McDonalds, and other retail business then import and only hire their own people to work as indebted slaves as Canadian tax payers subsidize them. 5. Anyone can claim refugee status in Canada and get instant benefits. 6. They can bring over Grama and Grampa who contribute zero to the economy and clog up social services and the healthcare system. Questions?...
Identity Attack0.19298288
Insult0.37392882
Profanity0.070942834
Threat0.009644418
Severe Toxicity0.011367798
Moderate 0.36095104 Moderate Con 0.453 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
FAKE STUDENT PERMIT. IS WORST. THEY ARE NOT REAL STUDENT
FAKE STUDENT PERMIT. IS WORST. THEY ARE NOT REAL STUDENT
Identity Attack0.04951127
Insult0.23704576
Profanity0.10363861
Threat0.009204263
Severe Toxicity0.014317908
Moderate 0.36095104 Low Con 0.15 Unverified_Claim
Oct 12, 2025 IRCC Names India in Study …
All Extortion cases in Canada originated from INDIA. INDIA sent all its criminals as students into Canada using diploma Mills.
All Extortion cases in Canada originated from INDIA. INDIA sent all its criminals as students into Canada using diploma Mills.
Identity Attack0.41975367
Insult0.24928534
Profanity0.023789622
Threat0.011249693
Severe Toxicity0.012833111
Moderate 0.36095104 Low Con 0.232
Sep 27, 2025 15 likes IRCC Names India in Study …
The “students” who came in the past 5 years kinda ruined it for older South Asian immigrants and brown kids who were born in Canada.
The “students” who came in the past 5 years kinda ruined it for older South Asian immigrants and brown kids who were born in Canada.
Identity Attack0.41052565
Insult0.19967617
Profanity0.039657943
Threat0.01101667
Severe Toxicity0.011444092
Moderate 0.36095104 Moderate Con 0.461 Identity_Assertion
Oct 17, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada must test these fake students in English etc before they are let in- there are fraudsters in every country- why blame India? Blame the system in Canada,!
Canada must test these fake students in English etc before they are let in- there are fraudsters in every country- why blame India? Blame the system in Canada,!
Identity Attack0.35624164
Insult0.3388922
Profanity0.024882717
Threat0.0084793
Severe Toxicity0.009536743
Moderate 0.3561489 Low Con 0.239
Oct 1, 2025 IRCC Names India in Study …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Within the last century these people destroyed their own country & now they all run to white countries. Finally, Governor Carney has restricted the number of students from India 🇮🇳 plus cut back on immigration.
Within the last century these people destroyed their own country & now they all run to white countries. Finally, Governor Carney has restricted the number of students from India 🇮🇳 plus cut back on immigration.
Identity Attack0.39677486
Insult0.16773392
Profanity0.043916557
Threat0.022681303
Severe Toxicity0.01502803
Moderate 0.3561489 Moderate Con 0.385 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
And yet, legal students get blamed and Canadians being called racists for years🤡
And yet, legal students get blamed and Canadians being called racists for years🤡
Identity Attack0.37730414
Insult0.25007802
Profanity0.02385794
Threat0.00756015
Severe Toxicity0.010070801
Moderate 0.3561489 Moderate Con 0.311 Moral_Argument
Sep 28, 2025 832 likes IRCC Names India in Study …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.3072352
Insult0.34032786
Profanity0.039657943
Threat0.011793415
Severe Toxicity0.0127685545
Moderate 0.3561489 Constructive 0.519
Jun 26, 2025 2 likes How Canada broke its immigration …
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed …
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed people with questionable background without any checks and they mostly come from one region , to generalise this goof up by canadian govt for monies from international students to subsidise education to Canadian citizens is just mind boggling to start with :) As we know Canadians enjoy their company with Khalistanis , we don't need them here , keep them close to you
Identity Attack0.2949366
Insult0.34626248
Profanity0.11477985
Threat0.00814271
Severe Toxicity0.013801457
Moderate 0.35186127 Constructive 0.523
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Only for labour? They're the laziest people going.. They're mostly "students"
Only for labour? They're the laziest people going.. They're mostly "students"
Identity Attack0.03223813
Insult0.37506318
Profanity0.04592061
Threat0.0070034824
Severe Toxicity0.0048828125
Moderate 0.34757367 Low Con 0.227 Unverified_Claim
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Let all the 🇮🇳 students and visitors send them back their own country and don't allow them to make Canada become like India .
Let all the 🇮🇳 students and visitors send them back their own country and don't allow them to make Canada become like India .
Identity Attack0.44690517
Insult0.16751462
Profanity0.023584666
Threat0.010421164
Severe Toxicity0.014382465
Moderate 0.34757367 Low Con 0.237 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian …
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian kids
Identity Attack0.40447855
Insult0.14331897
Profanity0.17864552
Threat0.010110466
Severe Toxicity0.018707745
Moderate 0.3389984 Constructive 0.545 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Indian fraudulent students entered the country and the government authorities have no clue. How is it possible ? Unless the government is involved
Indian fraudulent students entered the country and the government authorities have no clue. How is it possible ? Unless the government is involved
Identity Attack0.38176915
Insult0.25205973
Profanity0.064458095
Threat0.011068452
Severe Toxicity0.013801457
Moderate 0.3389984 Low Con 0.202 Unverified_Claim
Oct 27, 2025 IRCC Names India in Study …
They should go to all the fraud Colleges and charge them and deport them along with all the so called students
They should go to all the fraud Colleges and charge them and deport them along with all the so called students
Identity Attack0.16587129
Insult0.2659317
Profanity0.06195303
Threat0.11922921
Severe Toxicity0.0128976675
Moderate 0.3389984 Low Con 0.119 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
I was unemployed for a short period of time at Maple Lodge Farm and another packing company and all workers were Indians and they were rude people. These companies should be raided by the police …
I was unemployed for a short period of time at Maple Lodge Farm and another packing company and all workers were Indians and they were rude people. These companies should be raided by the police and they will catch a lot of students hiding there. The immigration should open a site where citizens or legal residents can report these people. That would make it eadier for Canada to track the illegals. But the important thing is stop the incoming students and the refugees.
Identity Attack0.3819294
Insult0.24928534
Profanity0.028503597
Threat0.025443908
Severe Toxicity0.01483436
Moderate 0.3389984 Constructive 0.66 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
Fire a gun… get immediately deported, do not pass Go, do not collect $200. Commit ANY CRIME more than a traffic violation… get immediately deported, do not pass Go, do not collect $200. Claim you …
Fire a gun… get immediately deported, do not pass Go, do not collect $200. Commit ANY CRIME more than a traffic violation… get immediately deported, do not pass Go, do not collect $200. Claim you are a “student” or “refugee” when you are not… Get immediately deported, do not pass Go, do not collect $200. The immigration program has run amok. We are literally paying to have criminals sustained in this country.
Identity Attack0.18468912
Insult0.20901857
Profanity0.02973333
Threat0.17964768
Severe Toxicity0.015479924
Moderate 0.3389984 Low Con 0.246 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.